report.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploring Bavarian results of the EU election 2024 open data with Jayvee\n",
    "The EU publishes large amounts of open data. They re-use their own open data to allow citizens to gain insights into the EU elections 2024 (see, for example, [these news](https://data.europa.eu/en/news-events/news/eu-election-results-are-here-learn-how-votes-are-distributed)).\n",
    "\n",
    "Based on published open data, citizens can run their own analysis. Sadly, the published data is not easy to use. With Jayvee, we can easily model a data pipeline that allows us to extract, clean and transform data and finally save it in a SQLite database for further use."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import needed libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import subprocess\n",
    "import sqlite3\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extract, clean and transform EU election data with Jayvee\n",
    "- The data pipeline modeled in [eu-elections.jv](./eu-elections.jv) extracts open data about the EU election 2024 from [bundeswahlleiterin.de](https://www.bundeswahlleiterin.de/)\n",
    "- First, we install a specific Jayvee interpreter (version 0.5.0) locally with npm\n",
    "- Second, we run execute the Jayvee model using the previously installed interpreter\n",
    "- The Jayvee data pipeline extracts, cleans and transforms the data, so it is easier to use in follow-up analysis. Election data is filtered to Bavarian regions and written into a SQLite file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "subprocess.run([\"npm\", \"install\", \"@jvalue/jayvee-interpreter@0.5.0\"], stdout=subprocess.DEVNULL) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m\u001b[90m[EuElectionsGermany] \u001b[39m\u001b[22m\u001b[4mOverview:\u001b[24m\n",
      "\tBlocks (16 blocks with 1 pipes):\n",
      "\t -> GermanResultsFile (HttpExtractor)\n",
      "\t\t -> InterpretAsText (TextFileInterpreter)\n",
      "\t\t\t -> RemoveComments (TextRangeSelector)\n",
      "\t\t\t\t -> ParseAsCSV (CSVInterpreter)\n",
      "\t\t\t\t\t -> WriteRegionHeader (CellWriter)\n",
      "\t\t\t\t\t\t -> WritePartyHeaders (CellWriter)\n",
      "\t\t\t\t\t\t\t -> ParseAsTable (TableInterpreter)\n",
      "\t\t\t\t\t\t\t\t -> CSUDiff (TableTransformer)\n",
      "\t\t\t\t\t\t\t\t\t -> GrueneDiff (TableTransformer)\n",
      "\t\t\t\t\t\t\t\t\t\t -> SPDDiff (TableTransformer)\n",
      "\t\t\t\t\t\t\t\t\t\t\t -> AfDDiff (TableTransformer)\n",
      "\t\t\t\t\t\t\t\t\t\t\t\t -> CSUPercentage (TableTransformer)\n",
      "\t\t\t\t\t\t\t\t\t\t\t\t\t -> GruenePercentage (TableTransformer)\n",
      "\t\t\t\t\t\t\t\t\t\t\t\t\t\t -> SPDPercentage (TableTransformer)\n",
      "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t -> AfDPercentage (TableTransformer)\n",
      "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t -> LoadIntoSQLite (SQLiteLoader)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%%capture\n",
    "subprocess.run([\"npx\", \"jv\", \"eu-elections.jv\"]) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inspect the improved data\n",
    "- Now we can use the improved open data for follow-up analysis\n",
    "- We load the data from SQLite into a dataframe and print it to visually inspect the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>Region</th>\n",
       "      <th>Grüne 2024</th>\n",
       "      <th>Grüne 2019</th>\n",
       "      <th>SPD 2024</th>\n",
       "      <th>SPD 2019</th>\n",
       "      <th>AfD 2024</th>\n",
       "      <th>AfD 2019</th>\n",
       "      <th>CSU 2024</th>\n",
       "      <th>CSU 2019</th>\n",
       "      <th>CSU Diff</th>\n",
       "      <th>Grüne Diff</th>\n",
       "      <th>SPD Diff</th>\n",
       "      <th>AfD Diff</th>\n",
       "      <th>CSU Diff (%)</th>\n",
       "      <th>Grüne Diff (%)</th>\n",
       "      <th>SPD Diff (%)</th>\n",
       "      <th>AfD Diff (%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>09161</td>\n",
       "      <td>Ingolstadt, kreisfreie Stadt</td>\n",
       "      <td>5912</td>\n",
       "      <td>9086</td>\n",
       "      <td>4766</td>\n",
       "      <td>4212</td>\n",
       "      <td>6925</td>\n",
       "      <td>5198</td>\n",
       "      <td>19555</td>\n",
       "      <td>18180</td>\n",
       "      <td>1375</td>\n",
       "      <td>-3174</td>\n",
       "      <td>554</td>\n",
       "      <td>1727</td>\n",
       "      <td>8.0</td>\n",
       "      <td>-35.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>09162</td>\n",
       "      <td>München, Landeshauptstadt</td>\n",
       "      <td>150919</td>\n",
       "      <td>189175</td>\n",
       "      <td>76279</td>\n",
       "      <td>69403</td>\n",
       "      <td>42410</td>\n",
       "      <td>36282</td>\n",
       "      <td>172295</td>\n",
       "      <td>163350</td>\n",
       "      <td>8945</td>\n",
       "      <td>-38256</td>\n",
       "      <td>6876</td>\n",
       "      <td>6128</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-20.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>09163</td>\n",
       "      <td>Rosenheim, kreisfreie Stadt</td>\n",
       "      <td>3931</td>\n",
       "      <td>5184</td>\n",
       "      <td>2571</td>\n",
       "      <td>2227</td>\n",
       "      <td>3012</td>\n",
       "      <td>2241</td>\n",
       "      <td>8950</td>\n",
       "      <td>8480</td>\n",
       "      <td>470</td>\n",
       "      <td>-1253</td>\n",
       "      <td>344</td>\n",
       "      <td>771</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-24.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>34.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>09171</td>\n",
       "      <td>Altötting</td>\n",
       "      <td>3895</td>\n",
       "      <td>6449</td>\n",
       "      <td>3683</td>\n",
       "      <td>3589</td>\n",
       "      <td>7866</td>\n",
       "      <td>4051</td>\n",
       "      <td>21887</td>\n",
       "      <td>22900</td>\n",
       "      <td>-1013</td>\n",
       "      <td>-2554</td>\n",
       "      <td>94</td>\n",
       "      <td>3815</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-40.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>94.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>09172</td>\n",
       "      <td>Berchtesgadener Land</td>\n",
       "      <td>4303</td>\n",
       "      <td>7178</td>\n",
       "      <td>3172</td>\n",
       "      <td>3179</td>\n",
       "      <td>6225</td>\n",
       "      <td>3802</td>\n",
       "      <td>18956</td>\n",
       "      <td>20329</td>\n",
       "      <td>-1373</td>\n",
       "      <td>-2875</td>\n",
       "      <td>-7</td>\n",
       "      <td>2423</td>\n",
       "      <td>-7.0</td>\n",
       "      <td>-40.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>64.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>09776</td>\n",
       "      <td>Lindau (Bodensee)</td>\n",
       "      <td>5240</td>\n",
       "      <td>8863</td>\n",
       "      <td>3565</td>\n",
       "      <td>3023</td>\n",
       "      <td>4326</td>\n",
       "      <td>2454</td>\n",
       "      <td>15459</td>\n",
       "      <td>13873</td>\n",
       "      <td>1586</td>\n",
       "      <td>-3623</td>\n",
       "      <td>542</td>\n",
       "      <td>1872</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-41.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>76.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>09777</td>\n",
       "      <td>Ostallgäu</td>\n",
       "      <td>7289</td>\n",
       "      <td>11561</td>\n",
       "      <td>4744</td>\n",
       "      <td>4198</td>\n",
       "      <td>9191</td>\n",
       "      <td>4789</td>\n",
       "      <td>32243</td>\n",
       "      <td>29243</td>\n",
       "      <td>3000</td>\n",
       "      <td>-4272</td>\n",
       "      <td>546</td>\n",
       "      <td>4402</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-37.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>92.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>09778</td>\n",
       "      <td>Unterallgäu</td>\n",
       "      <td>5306</td>\n",
       "      <td>9316</td>\n",
       "      <td>4113</td>\n",
       "      <td>3810</td>\n",
       "      <td>12186</td>\n",
       "      <td>6401</td>\n",
       "      <td>30997</td>\n",
       "      <td>28551</td>\n",
       "      <td>2446</td>\n",
       "      <td>-4010</td>\n",
       "      <td>303</td>\n",
       "      <td>5785</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-43.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>09779</td>\n",
       "      <td>Donau-Ries</td>\n",
       "      <td>4895</td>\n",
       "      <td>8139</td>\n",
       "      <td>4847</td>\n",
       "      <td>4771</td>\n",
       "      <td>8719</td>\n",
       "      <td>4828</td>\n",
       "      <td>31640</td>\n",
       "      <td>29819</td>\n",
       "      <td>1821</td>\n",
       "      <td>-3244</td>\n",
       "      <td>76</td>\n",
       "      <td>3891</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-40.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>81.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>09780</td>\n",
       "      <td>Oberallgäu</td>\n",
       "      <td>9044</td>\n",
       "      <td>14449</td>\n",
       "      <td>5394</td>\n",
       "      <td>4637</td>\n",
       "      <td>9340</td>\n",
       "      <td>5473</td>\n",
       "      <td>35521</td>\n",
       "      <td>31496</td>\n",
       "      <td>4025</td>\n",
       "      <td>-5405</td>\n",
       "      <td>757</td>\n",
       "      <td>3867</td>\n",
       "      <td>13.0</td>\n",
       "      <td>-37.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>71.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>96 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Id                        Region  Grüne 2024  Grüne 2019  SPD 2024  \\\n",
       "0   09161  Ingolstadt, kreisfreie Stadt        5912        9086      4766   \n",
       "1   09162     München, Landeshauptstadt      150919      189175     76279   \n",
       "2   09163   Rosenheim, kreisfreie Stadt        3931        5184      2571   \n",
       "3   09171                     Altötting        3895        6449      3683   \n",
       "4   09172          Berchtesgadener Land        4303        7178      3172   \n",
       "..    ...                           ...         ...         ...       ...   \n",
       "91  09776             Lindau (Bodensee)        5240        8863      3565   \n",
       "92  09777                     Ostallgäu        7289       11561      4744   \n",
       "93  09778                   Unterallgäu        5306        9316      4113   \n",
       "94  09779                    Donau-Ries        4895        8139      4847   \n",
       "95  09780                    Oberallgäu        9044       14449      5394   \n",
       "\n",
       "    SPD 2019  AfD 2024  AfD 2019  CSU 2024  CSU 2019  CSU Diff  Grüne Diff  \\\n",
       "0       4212      6925      5198     19555     18180      1375       -3174   \n",
       "1      69403     42410     36282    172295    163350      8945      -38256   \n",
       "2       2227      3012      2241      8950      8480       470       -1253   \n",
       "3       3589      7866      4051     21887     22900     -1013       -2554   \n",
       "4       3179      6225      3802     18956     20329     -1373       -2875   \n",
       "..       ...       ...       ...       ...       ...       ...         ...   \n",
       "91      3023      4326      2454     15459     13873      1586       -3623   \n",
       "92      4198      9191      4789     32243     29243      3000       -4272   \n",
       "93      3810     12186      6401     30997     28551      2446       -4010   \n",
       "94      4771      8719      4828     31640     29819      1821       -3244   \n",
       "95      4637      9340      5473     35521     31496      4025       -5405   \n",
       "\n",
       "    SPD Diff  AfD Diff  CSU Diff (%)  Grüne Diff (%)  SPD Diff (%)  \\\n",
       "0        554      1727           8.0           -35.0          13.0   \n",
       "1       6876      6128           5.0           -20.0          10.0   \n",
       "2        344       771           6.0           -24.0          15.0   \n",
       "3         94      3815          -4.0           -40.0           3.0   \n",
       "4         -7      2423          -7.0           -40.0           0.0   \n",
       "..       ...       ...           ...             ...           ...   \n",
       "91       542      1872          11.0           -41.0          18.0   \n",
       "92       546      4402          10.0           -37.0          13.0   \n",
       "93       303      5785           9.0           -43.0           8.0   \n",
       "94        76      3891           6.0           -40.0           2.0   \n",
       "95       757      3867          13.0           -37.0          16.0   \n",
       "\n",
       "    AfD Diff (%)  \n",
       "0           33.0  \n",
       "1           17.0  \n",
       "2           34.0  \n",
       "3           94.0  \n",
       "4           64.0  \n",
       "..           ...  \n",
       "91          76.0  \n",
       "92          92.0  \n",
       "93          90.0  \n",
       "94          81.0  \n",
       "95          71.0  \n",
       "\n",
       "[96 rows x 18 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with sqlite3.connect(\"./eu-elections.sqlite\") as connection:\n",
    "    df = pd.read_sql_query(\"SELECT * FROM elections2019_2024\", connection)\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Find regions that had large shifts in voting behaviors by party\n",
    "- Calculate differences by region for parties and display regions with the largest differences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The following code has been partically generated with ChatGPT and adjusted by a human ;)\n",
    "# Define parties and their respective columns\n",
    "parties = [\"CSU\", \"SPD\", \"Grüne\", \"AfD\"]\n",
    "columns = [f\"{party} Diff (%)\" for party in parties]\n",
    "max_val = max(df[columns].abs().max())\n",
    "\n",
    "# Create subplots\n",
    "fig, axes = plt.subplots(4, 1, figsize=(10, 15))\n",
    "fig.suptitle(\"Top and Bottom 5 Differences by Region for Various Parties\", fontsize=16)\n",
    "\n",
    "# Plot top and bottom values for each party\n",
    "for i, col in enumerate(columns):\n",
    "    top_5 = df.nlargest(5, col)\n",
    "    bottom_5 = df.nsmallest(5, col).iloc[::-1]\n",
    "    \n",
    "    # Concatenate top and bottom 5\n",
    "    combined = pd.concat([top_5, bottom_5])\n",
    "    combined[\"Position\"] = [\"Top\"]*5 + [\"Bottom\"]*5\n",
    "    \n",
    "    # Plot combined data\n",
    "    sns.barplot(x=col, y=\"Region\", hue=\"Position\", data=combined, dodge=False, ax=axes[i], palette=[\"lightgreen\", \"lightcoral\"])\n",
    "    axes[i].set_title(f\"Top and Bottom 5 {parties[i]} Diff (%) by Region\")\n",
    "    axes[i].set_xlabel(f\"{parties[i]} Diff (%)\")\n",
    "    axes[i].set_ylabel(\"Region\")\n",
    "    \n",
    "    # Add a divider line\n",
    "    divider_position = 4.5\n",
    "    axes[i].axhline(y=divider_position, color=\"black\", linewidth=1, linestyle=\"--\")\n",
    "    \n",
    "    # Set symmetrical x-axis limits\n",
    "    axes[i].set_xlim(-max_val, max_val)\n",
    "\n",
    "# Adjust layout and show the plot\n",
    "plt.tight_layout(rect=[0, 0, 1, 0.99])\n",
    "plt.show()"
   ]
  }
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